Recent commentary from health system chief nursing informatics officers and major academic medical centers is converging on a clear message: technology investments only reduce nursing documentation burden when frontline nurses co-design the tools and when AI is deployed against a defined clinical problem rather than as an end in itself. For CNOs, the strategic question is no longer whether to adopt EHR-embedded AI, mobile platforms, and clinical decision support — but how to govern adoption so it accelerates practice transformation rather than amplifying cognitive load.